Dataset statistics
| Number of variables | 29 |
|---|---|
| Number of observations | 169 |
| Missing cells | 586 |
| Missing cells (%) | 12.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 34.6 KiB |
| Average record size in memory | 209.8 B |
Variable types
| Text | 6 |
|---|---|
| DateTime | 1 |
| Numeric | 18 |
| Boolean | 4 |
hidr_deriv_petr_ug_l has constant value "<0.10" | Constant |
colif_fecales_ufc_100ml is highly overall correlated with escher_coli_ufc_100ml | High correlation |
color is highly overall correlated with nh4_mg_l | High correlation |
dbo_mg_l is highly overall correlated with p_total_l_mg_l | High correlation |
enteroc_ufc_100ml is highly overall correlated with escher_coli_ufc_100ml | High correlation |
escher_coli_ufc_100ml is highly overall correlated with colif_fecales_ufc_100ml and 1 other fields | High correlation |
espumas is highly overall correlated with nh4_mg_l | High correlation |
fosf_ortofos_mg_l is highly overall correlated with nitrato_mg_l and 1 other fields | High correlation |
ica is highly overall correlated with olores | High correlation |
nh4_mg_l is highly overall correlated with color and 1 other fields | High correlation |
nitrato_mg_l is highly overall correlated with fosf_ortofos_mg_l | High correlation |
olores is highly overall correlated with ica | High correlation |
p_total_l_mg_l is highly overall correlated with dbo_mg_l and 1 other fields | High correlation |
tem_agua is highly overall correlated with tem_aire | High correlation |
tem_aire is highly overall correlated with tem_agua | High correlation |
olores is highly imbalanced (62.4%) | Imbalance |
color is highly imbalanced (67.4%) | Imbalance |
espumas is highly imbalanced (79.0%) | Imbalance |
tem_agua has 31 (18.3%) missing values | Missing |
tem_aire has 27 (16.0%) missing values | Missing |
od has 36 (21.3%) missing values | Missing |
ph has 44 (26.0%) missing values | Missing |
olores has 18 (10.7%) missing values | Missing |
color has 18 (10.7%) missing values | Missing |
espumas has 18 (10.7%) missing values | Missing |
mat_susp has 18 (10.7%) missing values | Missing |
colif_fecales_ufc_100ml has 25 (14.8%) missing values | Missing |
escher_coli_ufc_100ml has 25 (14.8%) missing values | Missing |
enteroc_ufc_100ml has 25 (14.8%) missing values | Missing |
nitrato_mg_l has 26 (15.4%) missing values | Missing |
nh4_mg_l has 18 (10.7%) missing values | Missing |
p_total_l_mg_l has 19 (11.2%) missing values | Missing |
fosf_ortofos_mg_l has 22 (13.0%) missing values | Missing |
dbo_mg_l has 19 (11.2%) missing values | Missing |
dqo_mg_l has 18 (10.7%) missing values | Missing |
turbiedad_ntu has 18 (10.7%) missing values | Missing |
hidr_deriv_petr_ug_l has 19 (11.2%) missing values | Missing |
cr_total_mg_l has 18 (10.7%) missing values | Missing |
cd_total_mg_l has 18 (10.7%) missing values | Missing |
clorofila_a_ug_l has 21 (12.4%) missing values | Missing |
microcistina_ug_l has 21 (12.4%) missing values | Missing |
ica has 32 (18.9%) missing values | Missing |
calidad_de_agua has 32 (18.9%) missing values | Missing |
cr_total_mg_l has 6 (3.6%) zeros | Zeros |
Reproduction
| Analysis started | 2024-10-11 21:41:39.205091 |
|---|---|
| Analysis finished | 2024-10-11 21:42:43.166689 |
| Duration | 1 minute and 3.96 seconds |
| Software version | ydata-profiling vv4.10.0 |
| Download configuration | config.json |
sitios
Text
| Distinct | 43 |
|---|---|
| Distinct (%) | 25.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
Length
| Max length | 41 |
|---|---|
| Median length | 27 |
| Mean length | 23.343195 |
| Min length | 8 |
Characters and Unicode
| Total characters | 3945 |
|---|---|
| Distinct characters | 57 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.6% |
Sample
| 1st row | Canal Villanueva y RÃo Luján |
|---|---|
| 2nd row | Canal Villanueva y RÃo Luján |
| 3rd row | Canal Villanueva y RÃo Luján |
| 4th row | Canal Villanueva y RÃo Luján |
| 5th row | RÃo Lujan y Arroyo Caraguatá |
| Value | Count | Frequency (%) |
| y | 40 | 5.8% |
| rÃo | 36 | 5.3% |
| de | 32 | 4.7% |
| arroyo | 24 | 3.5% |
| espigón | 16 | 2.3% |
| lujan | 16 | 2.3% |
| canal | 12 | 1.8% |
| la | 12 | 1.8% |
| playa | 12 | 1.8% |
| reserva | 12 | 1.8% |
| Other values (98) | 473 |
Most occurring characters
| Value | Count | Frequency (%) |
| 516 | 13.1% | |
| a | 481 | 12.2% |
| o | 316 | 8.0% |
| e | 232 | 5.9% |
| r | 226 | 5.7% |
| l | 194 | 4.9% |
| n | 192 | 4.9% |
| i | 161 | 4.1% |
| s | 122 | 3.1% |
| c | 111 | 2.8% |
| Other values (47) | 1394 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3945 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 516 | 13.1% | |
| a | 481 | 12.2% |
| o | 316 | 8.0% |
| e | 232 | 5.9% |
| r | 226 | 5.7% |
| l | 194 | 4.9% |
| n | 192 | 4.9% |
| i | 161 | 4.1% |
| s | 122 | 3.1% |
| c | 111 | 2.8% |
| Other values (47) | 1394 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3945 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 516 | 13.1% | |
| a | 481 | 12.2% |
| o | 316 | 8.0% |
| e | 232 | 5.9% |
| r | 226 | 5.7% |
| l | 194 | 4.9% |
| n | 192 | 4.9% |
| i | 161 | 4.1% |
| s | 122 | 3.1% |
| c | 111 | 2.8% |
| Other values (47) | 1394 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3945 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 516 | 13.1% | |
| a | 481 | 12.2% |
| o | 316 | 8.0% |
| e | 232 | 5.9% |
| r | 226 | 5.7% |
| l | 194 | 4.9% |
| n | 192 | 4.9% |
| i | 161 | 4.1% |
| s | 122 | 3.1% |
| c | 111 | 2.8% |
| Other values (47) | 1394 |
codigo
Text
| Distinct | 44 |
|---|---|
| Distinct (%) | 26.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.0532544 |
| Min length | 5 |
Characters and Unicode
| Total characters | 854 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 1.2% |
Sample
| 1st row | TI001 |
|---|---|
| 2nd row | TI001 |
| 3rd row | TI001 |
| 4th row | TI001 |
| 5th row | TI006 |
| Value | Count | Frequency (%) |
| ti001 | 4 | 2.4% |
| ti006 | 4 | 2.4% |
| ti002 | 4 | 2.4% |
| ti003 | 4 | 2.4% |
| ti004 | 4 | 2.4% |
| ti005 | 4 | 2.4% |
| ti007 | 4 | 2.4% |
| ti008 | 4 | 2.4% |
| ti009 | 4 | 2.4% |
| sf015 | 4 | 2.4% |
| Other values (34) | 129 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 206 | |
| I | 52 | 6.1% |
| 2 | 44 | 5.2% |
| 4 | 40 | 4.7% |
| 3 | 40 | 4.7% |
| S | 40 | 4.7% |
| 1 | 37 | 4.3% |
| A | 37 | 4.3% |
| T | 36 | 4.2% |
| 5 | 36 | 4.2% |
| Other values (23) | 286 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 854 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 206 | |
| I | 52 | 6.1% |
| 2 | 44 | 5.2% |
| 4 | 40 | 4.7% |
| 3 | 40 | 4.7% |
| S | 40 | 4.7% |
| 1 | 37 | 4.3% |
| A | 37 | 4.3% |
| T | 36 | 4.2% |
| 5 | 36 | 4.2% |
| Other values (23) | 286 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 854 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 206 | |
| I | 52 | 6.1% |
| 2 | 44 | 5.2% |
| 4 | 40 | 4.7% |
| 3 | 40 | 4.7% |
| S | 40 | 4.7% |
| 1 | 37 | 4.3% |
| A | 37 | 4.3% |
| T | 36 | 4.2% |
| 5 | 36 | 4.2% |
| Other values (23) | 286 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 854 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 206 | |
| I | 52 | 6.1% |
| 2 | 44 | 5.2% |
| 4 | 40 | 4.7% |
| 3 | 40 | 4.7% |
| S | 40 | 4.7% |
| 1 | 37 | 4.3% |
| A | 37 | 4.3% |
| T | 36 | 4.2% |
| 5 | 36 | 4.2% |
| Other values (23) | 286 |
fecha
Date
| Distinct | 4 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| Minimum | 2023-02-22 00:00:00 |
|---|---|
| Maximum | 2023-11-14 00:00:00 |
Histogram with fixed size bins (bins=4)
campaña
Text
| Distinct | 4 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 7.0059172 |
| Min length | 5 |
Characters and Unicode
| Total characters | 1184 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Verano |
|---|---|
| 2nd row | otoño |
| 3rd row | invierno |
| 4th row | primavera |
| 5th row | Verano |
| Value | Count | Frequency (%) |
| invierno | 43 | |
| verano | 42 | |
| otoño | 42 | |
| primavera | 42 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 211 | |
| r | 169 | |
| i | 128 | |
| n | 128 | |
| e | 127 | |
| a | 126 | |
| v | 85 | |
| V | 42 | 3.5% |
| t | 42 | 3.5% |
| ñ | 42 | 3.5% |
| Other values (2) | 84 | 7.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1184 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 211 | |
| r | 169 | |
| i | 128 | |
| n | 128 | |
| e | 127 | |
| a | 126 | |
| v | 85 | |
| V | 42 | 3.5% |
| t | 42 | 3.5% |
| ñ | 42 | 3.5% |
| Other values (2) | 84 | 7.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1184 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 211 | |
| r | 169 | |
| i | 128 | |
| n | 128 | |
| e | 127 | |
| a | 126 | |
| v | 85 | |
| V | 42 | 3.5% |
| t | 42 | 3.5% |
| ñ | 42 | 3.5% |
| Other values (2) | 84 | 7.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1184 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 211 | |
| r | 169 | |
| i | 128 | |
| n | 128 | |
| e | 127 | |
| a | 126 | |
| v | 85 | |
| V | 42 | 3.5% |
| t | 42 | 3.5% |
| ñ | 42 | 3.5% |
| Other values (2) | 84 | 7.1% |
tem_agua
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 55 |
|---|---|
| Distinct (%) | 39.9% |
| Missing | 31 |
| Missing (%) | 18.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.796957 |
| Minimum | 12 |
|---|---|
| Maximum | 29.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 12.555 |
| Q1 | 16.075 |
| median | 19 |
| Q3 | 23 |
| 95-th percentile | 26.92 |
| Maximum | 29.4 |
| Range | 17.4 |
| Interquartile range (IQR) | 6.925 |
Descriptive statistics
| Standard deviation | 4.4879166 |
|---|---|
| Coefficient of variation (CV) | 0.2266973 |
| Kurtosis | -0.96668625 |
| Mean | 19.796957 |
| Median Absolute Deviation (MAD) | 3.745 |
| Skewness | 0.12653042 |
| Sum | 2731.98 |
| Variance | 20.141395 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 18 | 19 | 11.2% |
| 22 | 11 | 6.5% |
| 17 | 10 | 5.9% |
| 23 | 9 | 5.3% |
| 19 | 6 | 3.6% |
| 21 | 6 | 3.6% |
| 16 | 6 | 3.6% |
| 20 | 5 | 3.0% |
| 12 | 5 | 3.0% |
| 24 | 4 | 2.4% |
| Other values (45) | 57 | |
| (Missing) | 31 |
| Value | Count | Frequency (%) |
| 12 | 5 | |
| 12.2 | 1 | 0.6% |
| 12.3 | 1 | 0.6% |
| 12.6 | 1 | 0.6% |
| 12.9 | 1 | 0.6% |
| 13.1 | 1 | 0.6% |
| 13.5 | 1 | 0.6% |
| 13.7 | 2 | 1.2% |
| 13.8 | 2 | 1.2% |
| 14.3 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 29.4 | 1 | 0.6% |
| 28.7 | 1 | 0.6% |
| 28.5 | 1 | 0.6% |
| 28 | 2 | |
| 27.8 | 1 | 0.6% |
| 27.6 | 1 | 0.6% |
| 26.8 | 1 | 0.6% |
| 26.4 | 1 | 0.6% |
| 26.1 | 1 | 0.6% |
| 26 | 3 |
tem_aire
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 22 |
|---|---|
| Distinct (%) | 15.5% |
| Missing | 27 |
| Missing (%) | 16.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.810563 |
| Minimum | 10 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 13 |
| median | 19.5 |
| Q3 | 24 |
| 95-th percentile | 28 |
| Maximum | 30 |
| Range | 20 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 5.9069223 |
|---|---|
| Coefficient of variation (CV) | 0.31402155 |
| Kurtosis | -1.4602219 |
| Mean | 18.810563 |
| Median Absolute Deviation (MAD) | 5.5 |
| Skewness | 0.080832879 |
| Sum | 2671.1 |
| Variance | 34.891732 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 13 | 18 | |
| 25 | 15 | |
| 15 | 15 | |
| 22 | 13 | 7.7% |
| 24 | 11 | 6.5% |
| 14 | 8 | 4.7% |
| 28 | 7 | 4.1% |
| 23 | 7 | 4.1% |
| 12 | 7 | 4.1% |
| 11 | 7 | 4.1% |
| Other values (12) | 34 | |
| (Missing) | 27 |
| Value | Count | Frequency (%) |
| 10 | 6 | 3.6% |
| 11 | 7 | 4.1% |
| 11.3 | 2 | 1.2% |
| 11.5 | 1 | 0.6% |
| 12 | 7 | 4.1% |
| 13 | 18 | |
| 14 | 8 | |
| 15 | 15 | |
| 16 | 2 | 1.2% |
| 18 | 3 | 1.8% |
| Value | Count | Frequency (%) |
| 30 | 1 | 0.6% |
| 29 | 3 | 1.8% |
| 28 | 7 | |
| 27 | 1 | 0.6% |
| 26 | 5 | 3.0% |
| 25 | 15 | |
| 24 | 11 | |
| 23 | 7 | |
| 22 | 13 | |
| 21 | 5 | 3.0% |
od
Real number (ℝ)
MISSING
| Distinct | 123 |
|---|---|
| Distinct (%) | 92.5% |
| Missing | 36 |
| Missing (%) | 21.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.9421053 |
| Minimum | 0.2 |
|---|---|
| Maximum | 12.62 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 1.974 |
| Q1 | 4.86 |
| median | 5.94 |
| Q3 | 7.43 |
| 95-th percentile | 9.558 |
| Maximum | 12.62 |
| Range | 12.42 |
| Interquartile range (IQR) | 2.57 |
Descriptive statistics
| Standard deviation | 2.3289717 |
|---|---|
| Coefficient of variation (CV) | 0.39194386 |
| Kurtosis | 0.31604852 |
| Mean | 5.9421053 |
| Median Absolute Deviation (MAD) | 1.22 |
| Skewness | -0.031959836 |
| Sum | 790.3 |
| Variance | 5.4241092 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6.3 | 3 | 1.8% |
| 5.85 | 2 | 1.2% |
| 8.53 | 2 | 1.2% |
| 5.4 | 2 | 1.2% |
| 5.02 | 2 | 1.2% |
| 6.4 | 2 | 1.2% |
| 5.94 | 2 | 1.2% |
| 6.33 | 2 | 1.2% |
| 7.6 | 2 | 1.2% |
| 4.72 | 1 | 0.6% |
| Other values (113) | 113 | |
| (Missing) | 36 | 21.3% |
| Value | Count | Frequency (%) |
| 0.2 | 1 | |
| 0.6 | 1 | |
| 0.96 | 1 | |
| 1.1 | 1 | |
| 1.2 | 1 | |
| 1.22 | 1 | |
| 1.95 | 1 | |
| 1.99 | 1 | |
| 2.01 | 1 | |
| 2.2 | 1 |
| Value | Count | Frequency (%) |
| 12.62 | 1 | |
| 11.7 | 1 | |
| 11.49 | 1 | |
| 10.88 | 1 | |
| 10.02 | 1 | |
| 9.88 | 1 | |
| 9.78 | 1 | |
| 9.41 | 1 | |
| 9.3 | 1 | |
| 9.05 | 1 |
ph
Real number (ℝ)
MISSING
| Distinct | 94 |
|---|---|
| Distinct (%) | 75.2% |
| Missing | 44 |
| Missing (%) | 26.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.38152 |
| Minimum | 5.31 |
|---|---|
| Maximum | 10.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 5.31 |
|---|---|
| 5-th percentile | 6.492 |
| Q1 | 6.91 |
| median | 7.3 |
| Q3 | 7.7 |
| 95-th percentile | 8.7 |
| Maximum | 10.5 |
| Range | 5.19 |
| Interquartile range (IQR) | 0.79 |
Descriptive statistics
| Standard deviation | 0.77393637 |
|---|---|
| Coefficient of variation (CV) | 0.10484783 |
| Kurtosis | 2.5385223 |
| Mean | 7.38152 |
| Median Absolute Deviation (MAD) | 0.39 |
| Skewness | 0.91047017 |
| Sum | 922.69 |
| Variance | 0.59897751 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.3 | 4 | 2.4% |
| 7.39 | 3 | 1.8% |
| 7.5 | 3 | 1.8% |
| 7.48 | 3 | 1.8% |
| 7.13 | 3 | 1.8% |
| 6.49 | 2 | 1.2% |
| 7.04 | 2 | 1.2% |
| 7.05 | 2 | 1.2% |
| 7.08 | 2 | 1.2% |
| 6.91 | 2 | 1.2% |
| Other values (84) | 99 | |
| (Missing) | 44 |
| Value | Count | Frequency (%) |
| 5.31 | 1 | |
| 5.32 | 1 | |
| 6 | 1 | |
| 6.32 | 1 | |
| 6.4 | 1 | |
| 6.49 | 2 | |
| 6.5 | 2 | |
| 6.53 | 1 | |
| 6.57 | 1 | |
| 6.58 | 1 |
| Value | Count | Frequency (%) |
| 10.5 | 1 | |
| 9.59 | 1 | |
| 9.39 | 1 | |
| 9.38 | 1 | |
| 9.18 | 1 | |
| 9.04 | 1 | |
| 8.7 | 2 | |
| 8.69 | 1 | |
| 8.67 | 1 | |
| 8.55 | 1 |
olores
Boolean
HIGH CORRELATION IMBALANCE MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 18 |
| Missing (%) | 10.7% |
| Memory size | 470.0 B |
| False | |
|---|---|
| True | 11 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 140 | |
| True | 11 | 6.5% |
| (Missing) | 18 | 10.7% |
color
Boolean
HIGH CORRELATION IMBALANCE MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 18 |
| Missing (%) | 10.7% |
| Memory size | 470.0 B |
| False | |
|---|---|
| True | 9 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 142 | |
| True | 9 | 5.3% |
| (Missing) | 18 | 10.7% |
espumas
Boolean
HIGH CORRELATION IMBALANCE MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 18 |
| Missing (%) | 10.7% |
| Memory size | 470.0 B |
| False | |
|---|---|
| True | 5 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 146 | |
| True | 5 | 3.0% |
| (Missing) | 18 | 10.7% |
mat_susp
Boolean
MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 18 |
| Missing (%) | 10.7% |
| Memory size | 470.0 B |
| False | |
|---|---|
| True | |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 104 | |
| True | 47 | |
| (Missing) | 18 | 10.7% |
colif_fecales_ufc_100ml
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 73 |
|---|---|
| Distinct (%) | 50.7% |
| Missing | 25 |
| Missing (%) | 14.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7380.7007 |
| Minimum | 1 |
|---|---|
| Maximum | 150000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3.06 |
| Q1 | 400 |
| median | 1250 |
| Q3 | 7000 |
| 95-th percentile | 31400 |
| Maximum | 150000 |
| Range | 149999 |
| Interquartile range (IQR) | 6600 |
Descriptive statistics
| Standard deviation | 16886.745 |
|---|---|
| Coefficient of variation (CV) | 2.2879595 |
| Kurtosis | 38.213199 |
| Mean | 7380.7007 |
| Median Absolute Deviation (MAD) | 1245.4 |
| Skewness | 5.4067897 |
| Sum | 1062820.9 |
| Variance | 2.8516214 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1000 | 8 | 4.7% |
| 4000 | 8 | 4.7% |
| 2000 | 7 | 4.1% |
| 15000 | 5 | 3.0% |
| 600 | 5 | 3.0% |
| 800 | 5 | 3.0% |
| 7000 | 5 | 3.0% |
| 200 | 5 | 3.0% |
| 300 | 4 | 2.4% |
| 400 | 4 | 2.4% |
| Other values (63) | 88 | |
| (Missing) | 25 | 14.8% |
| Value | Count | Frequency (%) |
| 1 | 2 | |
| 1.1 | 1 | 0.6% |
| 1.3 | 1 | 0.6% |
| 2 | 3 | |
| 3 | 1 | 0.6% |
| 3.4 | 1 | 0.6% |
| 4 | 1 | 0.6% |
| 4.1 | 1 | 0.6% |
| 4.2 | 1 | 0.6% |
| 5 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 150000 | 1 | |
| 81000 | 1 | |
| 62000 | 1 | |
| 52000 | 1 | |
| 41000 | 1 | |
| 40000 | 1 | |
| 38000 | 1 | |
| 32000 | 1 | |
| 28000 | 1 | |
| 23000 | 1 |
escher_coli_ufc_100ml
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 83 |
|---|---|
| Distinct (%) | 57.6% |
| Missing | 25 |
| Missing (%) | 14.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5170.7472 |
| Minimum | 1.5 |
|---|---|
| Maximum | 170000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 1.5 |
|---|---|
| 5-th percentile | 19.15 |
| Q1 | 290 |
| median | 845 |
| Q3 | 3000 |
| 95-th percentile | 18850 |
| Maximum | 170000 |
| Range | 169998.5 |
| Interquartile range (IQR) | 2710 |
Descriptive statistics
| Standard deviation | 16931.906 |
|---|---|
| Coefficient of variation (CV) | 3.2745568 |
| Kurtosis | 65.847028 |
| Mean | 5170.7472 |
| Median Absolute Deviation (MAD) | 745 |
| Skewness | 7.4407045 |
| Sum | 744587.6 |
| Variance | 2.8668943 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 400 | 9 | 5.3% |
| 2000 | 7 | 4.1% |
| 500 | 7 | 4.1% |
| 100 | 6 | 3.6% |
| 900 | 5 | 3.0% |
| 600 | 5 | 3.0% |
| 200 | 5 | 3.0% |
| 800 | 4 | 2.4% |
| 1100 | 4 | 2.4% |
| 1000 | 3 | 1.8% |
| Other values (73) | 89 | |
| (Missing) | 25 | 14.8% |
| Value | Count | Frequency (%) |
| 1.5 | 1 | |
| 2.9 | 1 | |
| 3 | 1 | |
| 3.4 | 1 | |
| 3.7 | 1 | |
| 4 | 1 | |
| 4.1 | 1 | |
| 19 | 1 | |
| 20 | 1 | |
| 21 | 1 |
| Value | Count | Frequency (%) |
| 170000 | 1 | |
| 75000 | 1 | |
| 65000 | 1 | |
| 38000 | 1 | |
| 32000 | 1 | |
| 20000 | 1 | |
| 19000 | 2 | |
| 18000 | 1 | |
| 16000 | 1 | |
| 15600 | 1 |
enteroc_ufc_100ml
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 83 |
|---|---|
| Distinct (%) | 57.6% |
| Missing | 25 |
| Missing (%) | 14.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1499.8444 |
| Minimum | 1 |
|---|---|
| Maximum | 18400 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 130 |
| median | 350 |
| Q3 | 1040 |
| 95-th percentile | 7360 |
| Maximum | 18400 |
| Range | 18399 |
| Interquartile range (IQR) | 910 |
Descriptive statistics
| Standard deviation | 3167.0536 |
|---|---|
| Coefficient of variation (CV) | 2.1115882 |
| Kurtosis | 14.319774 |
| Mean | 1499.8444 |
| Median Absolute Deviation (MAD) | 300 |
| Skewness | 3.6394308 |
| Sum | 215977.59 |
| Variance | 10030229 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 300 | 8 | 4.7% |
| 200 | 5 | 3.0% |
| 100 | 4 | 2.4% |
| 400 | 4 | 2.4% |
| 800 | 4 | 2.4% |
| 3000 | 4 | 2.4% |
| 1500 | 3 | 1.8% |
| 140 | 3 | 1.8% |
| 360 | 3 | 1.8% |
| 110 | 3 | 1.8% |
| Other values (73) | 103 | |
| (Missing) | 25 | 14.8% |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 1.19 | 1 | |
| 1.5 | 2 | |
| 2 | 1 | |
| 2.4 | 1 | |
| 5 | 1 | |
| 10 | 2 | |
| 15 | 1 | |
| 20 | 1 | |
| 25 | 1 |
| Value | Count | Frequency (%) |
| 18400 | 1 | |
| 18000 | 1 | |
| 16000 | 1 | |
| 14000 | 1 | |
| 10000 | 1 | |
| 9300 | 1 | |
| 9000 | 1 | |
| 7600 | 1 | |
| 6000 | 1 | |
| 5700 | 1 |
nitrato_mg_l
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 83 |
|---|---|
| Distinct (%) | 58.0% |
| Missing | 26 |
| Missing (%) | 15.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.1629371 |
| Minimum | 1 |
|---|---|
| Maximum | 39.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3.15 |
| median | 5.5 |
| Q3 | 9.75 |
| 95-th percentile | 18.43 |
| Maximum | 39.4 |
| Range | 38.4 |
| Interquartile range (IQR) | 6.6 |
Descriptive statistics
| Standard deviation | 5.7550306 |
|---|---|
| Coefficient of variation (CV) | 0.80344565 |
| Kurtosis | 6.5725942 |
| Mean | 7.1629371 |
| Median Absolute Deviation (MAD) | 2.7 |
| Skewness | 2.0218039 |
| Sum | 1024.3 |
| Variance | 33.120377 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 12 | 7.1% |
| 4.2 | 5 | 3.0% |
| 2.7 | 4 | 2.4% |
| 3.7 | 4 | 2.4% |
| 2.8 | 4 | 2.4% |
| 2.9 | 4 | 2.4% |
| 5.3 | 4 | 2.4% |
| 7.3 | 3 | 1.8% |
| 4.3 | 3 | 1.8% |
| 3.9 | 3 | 1.8% |
| Other values (73) | 97 | |
| (Missing) | 26 | 15.4% |
| Value | Count | Frequency (%) |
| 1 | 12 | |
| 2.1 | 1 | 0.6% |
| 2.3 | 2 | 1.2% |
| 2.4 | 2 | 1.2% |
| 2.5 | 2 | 1.2% |
| 2.6 | 1 | 0.6% |
| 2.7 | 4 | 2.4% |
| 2.8 | 4 | 2.4% |
| 2.9 | 4 | 2.4% |
| 3 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 39.4 | 1 | |
| 23.1 | 1 | |
| 22.5 | 1 | |
| 21.5 | 1 | |
| 20.7 | 1 | |
| 20.2 | 1 | |
| 20 | 1 | |
| 18.6 | 1 | |
| 16.9 | 1 | |
| 16.7 | 2 |
nh4_mg_l
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 87 |
|---|---|
| Distinct (%) | 57.6% |
| Missing | 18 |
| Missing (%) | 10.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9426159 |
| Minimum | 0.025 |
|---|---|
| Maximum | 18 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0.025 |
|---|---|
| 5-th percentile | 0.05 |
| Q1 | 0.315 |
| median | 0.77 |
| Q3 | 1.9 |
| 95-th percentile | 8.7 |
| Maximum | 18 |
| Range | 17.975 |
| Interquartile range (IQR) | 1.585 |
Descriptive statistics
| Standard deviation | 3.0256384 |
|---|---|
| Coefficient of variation (CV) | 1.5575073 |
| Kurtosis | 8.692953 |
| Mean | 1.9426159 |
| Median Absolute Deviation (MAD) | 0.58 |
| Skewness | 2.7751442 |
| Sum | 293.335 |
| Variance | 9.1544876 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.025 | 7 | 4.1% |
| 1.2 | 4 | 2.4% |
| 1.5 | 4 | 2.4% |
| 0.44 | 4 | 2.4% |
| 1.9 | 4 | 2.4% |
| 0.09 | 4 | 2.4% |
| 0.13 | 3 | 1.8% |
| 2.1 | 3 | 1.8% |
| 0.06 | 3 | 1.8% |
| 1.4 | 3 | 1.8% |
| Other values (77) | 112 | |
| (Missing) | 18 | 10.7% |
| Value | Count | Frequency (%) |
| 0.025 | 7 | |
| 0.05 | 2 | 1.2% |
| 0.06 | 3 | |
| 0.07 | 2 | 1.2% |
| 0.09 | 4 | |
| 0.1 | 2 | 1.2% |
| 0.11 | 1 | 0.6% |
| 0.13 | 3 | |
| 0.17 | 1 | 0.6% |
| 0.19 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 18 | 1 | |
| 16 | 1 | |
| 11 | 2 | |
| 10 | 2 | |
| 9.1 | 1 | |
| 8.9 | 1 | |
| 8.5 | 1 | |
| 8.4 | 1 | |
| 8.2 | 1 | |
| 8 | 1 |
p_total_l_mg_l
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 72 |
|---|---|
| Distinct (%) | 48.0% |
| Missing | 19 |
| Missing (%) | 11.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.50833333 |
| Minimum | 0.05 |
|---|---|
| Maximum | 3.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0.05 |
|---|---|
| 5-th percentile | 0.1345 |
| Q1 | 0.21 |
| median | 0.35 |
| Q3 | 0.57 |
| 95-th percentile | 1.455 |
| Maximum | 3.1 |
| Range | 3.05 |
| Interquartile range (IQR) | 0.36 |
Descriptive statistics
| Standard deviation | 0.50837472 |
|---|---|
| Coefficient of variation (CV) | 1.0000814 |
| Kurtosis | 10.086122 |
| Mean | 0.50833333 |
| Median Absolute Deviation (MAD) | 0.16 |
| Skewness | 2.8908505 |
| Sum | 76.25 |
| Variance | 0.25844485 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.21 | 7 | 4.1% |
| 0.2 | 6 | 3.6% |
| 0.26 | 5 | 3.0% |
| 0.44 | 5 | 3.0% |
| 0.23 | 4 | 2.4% |
| 0.16 | 4 | 2.4% |
| 0.14 | 4 | 2.4% |
| 0.22 | 4 | 2.4% |
| 0.19 | 4 | 2.4% |
| 0.3 | 4 | 2.4% |
| Other values (62) | 103 | |
| (Missing) | 19 | 11.2% |
| Value | Count | Frequency (%) |
| 0.05 | 1 | 0.6% |
| 0.1 | 3 | |
| 0.11 | 1 | 0.6% |
| 0.12 | 2 | |
| 0.13 | 1 | 0.6% |
| 0.14 | 4 | |
| 0.15 | 3 | |
| 0.16 | 4 | |
| 0.17 | 3 | |
| 0.18 | 2 |
| Value | Count | Frequency (%) |
| 3.1 | 1 | |
| 3 | 1 | |
| 2.7 | 1 | |
| 2.1 | 1 | |
| 2 | 1 | |
| 1.7 | 1 | |
| 1.6 | 1 | |
| 1.5 | 1 | |
| 1.4 | 2 | |
| 1.3 | 1 |
fosf_ortofos_mg_l
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 46 |
|---|---|
| Distinct (%) | 31.3% |
| Missing | 22 |
| Missing (%) | 13.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.26088435 |
| Minimum | 0.05 |
|---|---|
| Maximum | 1.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0.05 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.1 |
| median | 0.2 |
| Q3 | 0.34 |
| 95-th percentile | 0.591 |
| Maximum | 1.6 |
| Range | 1.55 |
| Interquartile range (IQR) | 0.24 |
Descriptive statistics
| Standard deviation | 0.21528867 |
|---|---|
| Coefficient of variation (CV) | 0.82522646 |
| Kurtosis | 12.503227 |
| Mean | 0.26088435 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 2.8562452 |
| Sum | 38.35 |
| Variance | 0.046349213 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=46)
| Value | Count | Frequency (%) |
| 0.1 | 36 | |
| 0.2 | 8 | 4.7% |
| 0.18 | 5 | 3.0% |
| 0.17 | 5 | 3.0% |
| 0.15 | 5 | 3.0% |
| 0.05 | 4 | 2.4% |
| 0.25 | 4 | 2.4% |
| 0.4 | 4 | 2.4% |
| 0.23 | 4 | 2.4% |
| 0.36 | 4 | 2.4% |
| Other values (36) | 68 | |
| (Missing) | 22 | 13.0% |
| Value | Count | Frequency (%) |
| 0.05 | 4 | 2.4% |
| 0.1 | 36 | |
| 0.11 | 2 | 1.2% |
| 0.12 | 4 | 2.4% |
| 0.13 | 2 | 1.2% |
| 0.14 | 4 | 2.4% |
| 0.15 | 5 | 3.0% |
| 0.16 | 2 | 1.2% |
| 0.17 | 5 | 3.0% |
| 0.18 | 5 | 3.0% |
| Value | Count | Frequency (%) |
| 1.6 | 1 | |
| 1.2 | 1 | |
| 1.1 | 1 | |
| 0.65 | 1 | |
| 0.64 | 1 | |
| 0.61 | 1 | |
| 0.6 | 2 | |
| 0.57 | 1 | |
| 0.56 | 2 | |
| 0.55 | 2 |
dbo_mg_l
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 51 |
|---|---|
| Distinct (%) | 34.0% |
| Missing | 19 |
| Missing (%) | 11.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.908 |
| Minimum | 1 |
|---|---|
| Maximum | 24 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 3.1 |
| Q3 | 4.475 |
| 95-th percentile | 11 |
| Maximum | 24 |
| Range | 23 |
| Interquartile range (IQR) | 3.475 |
Descriptive statistics
| Standard deviation | 3.7530036 |
|---|---|
| Coefficient of variation (CV) | 0.9603387 |
| Kurtosis | 11.129919 |
| Mean | 3.908 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | 2.9692594 |
| Sum | 586.2 |
| Variance | 14.085036 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 40 | |
| 4.1 | 6 | 3.6% |
| 3.8 | 5 | 3.0% |
| 2.5 | 5 | 3.0% |
| 3.1 | 5 | 3.0% |
| 2.1 | 4 | 2.4% |
| 4.3 | 4 | 2.4% |
| 4 | 4 | 2.4% |
| 2 | 4 | 2.4% |
| 3 | 3 | 1.8% |
| Other values (41) | 70 | |
| (Missing) | 19 | 11.2% |
| Value | Count | Frequency (%) |
| 1 | 40 | |
| 2 | 4 | 2.4% |
| 2.1 | 4 | 2.4% |
| 2.2 | 2 | 1.2% |
| 2.3 | 3 | 1.8% |
| 2.5 | 5 | 3.0% |
| 2.6 | 3 | 1.8% |
| 2.7 | 3 | 1.8% |
| 2.8 | 3 | 1.8% |
| 2.9 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 24 | 1 | 0.6% |
| 23 | 1 | 0.6% |
| 17 | 3 | |
| 12 | 2 | |
| 11 | 2 | |
| 9 | 1 | 0.6% |
| 8.4 | 1 | 0.6% |
| 7.9 | 1 | 0.6% |
| 7.7 | 1 | 0.6% |
| 7.6 | 1 | 0.6% |
dqo_mg_l
Text
MISSING
| Distinct | 34 |
|---|---|
| Distinct (%) | 22.5% |
| Missing | 18 |
| Missing (%) | 10.7% |
| Memory size | 1.4 KiB |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 2.7350993 |
| Min length | 2 |
Characters and Unicode
| Total characters | 413 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 23 ? |
|---|---|
| Unique (%) | 15.2% |
Sample
| 1st row | <30 |
|---|---|
| 2nd row | <30 |
| 3rd row | <30 |
| 4th row | <30 |
| 5th row | <30 |
| Value | Count | Frequency (%) |
| 30 | 95 | |
| 50 | 8 | 5.3% |
| 40 | 6 | 4.0% |
| 59 | 4 | 2.6% |
| 32 | 3 | 2.0% |
| 38 | 3 | 2.0% |
| 37 | 3 | 2.0% |
| 52 | 2 | 1.3% |
| 80 | 2 | 1.3% |
| 76 | 2 | 1.3% |
| Other values (23) | 23 | 15.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 120 | |
| 3 | 112 | |
| < | 101 | |
| 5 | 19 | 4.6% |
| 6 | 11 | 2.7% |
| 4 | 10 | 2.4% |
| 7 | 10 | 2.4% |
| 8 | 8 | 1.9% |
| 1 | 7 | 1.7% |
| 2 | 7 | 1.7% |
| Other values (2) | 8 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 413 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 120 | |
| 3 | 112 | |
| < | 101 | |
| 5 | 19 | 4.6% |
| 6 | 11 | 2.7% |
| 4 | 10 | 2.4% |
| 7 | 10 | 2.4% |
| 8 | 8 | 1.9% |
| 1 | 7 | 1.7% |
| 2 | 7 | 1.7% |
| Other values (2) | 8 | 1.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 413 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 120 | |
| 3 | 112 | |
| < | 101 | |
| 5 | 19 | 4.6% |
| 6 | 11 | 2.7% |
| 4 | 10 | 2.4% |
| 7 | 10 | 2.4% |
| 8 | 8 | 1.9% |
| 1 | 7 | 1.7% |
| 2 | 7 | 1.7% |
| Other values (2) | 8 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 413 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 120 | |
| 3 | 112 | |
| < | 101 | |
| 5 | 19 | 4.6% |
| 6 | 11 | 2.7% |
| 4 | 10 | 2.4% |
| 7 | 10 | 2.4% |
| 8 | 8 | 1.9% |
| 1 | 7 | 1.7% |
| 2 | 7 | 1.7% |
| Other values (2) | 8 | 1.9% |
turbiedad_ntu
Real number (ℝ)
MISSING
| Distinct | 55 |
|---|---|
| Distinct (%) | 36.4% |
| Missing | 18 |
| Missing (%) | 10.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.780132 |
| Minimum | 2.9 |
|---|---|
| Maximum | 432 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 2.9 |
|---|---|
| 5-th percentile | 8.35 |
| Q1 | 17 |
| median | 25 |
| Q3 | 45 |
| 95-th percentile | 85 |
| Maximum | 432 |
| Range | 429.1 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 41.161001 |
|---|---|
| Coefficient of variation (CV) | 1.150387 |
| Kurtosis | 57.576053 |
| Mean | 35.780132 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 6.4151961 |
| Sum | 5402.8 |
| Variance | 1694.228 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 45 | 8 | 4.7% |
| 20 | 7 | 4.1% |
| 17 | 7 | 4.1% |
| 12 | 7 | 4.1% |
| 50 | 7 | 4.1% |
| 23 | 6 | 3.6% |
| 21 | 6 | 3.6% |
| 40 | 5 | 3.0% |
| 14 | 5 | 3.0% |
| 24 | 5 | 3.0% |
| Other values (45) | 88 | |
| (Missing) | 18 | 10.7% |
| Value | Count | Frequency (%) |
| 2.9 | 1 | |
| 3.1 | 1 | |
| 3.5 | 1 | |
| 4 | 1 | |
| 6 | 1 | |
| 6.1 | 1 | |
| 6.2 | 1 | |
| 8 | 1 | |
| 8.7 | 1 | |
| 9.3 | 1 |
| Value | Count | Frequency (%) |
| 432 | 1 | 0.6% |
| 150 | 1 | 0.6% |
| 140 | 1 | 0.6% |
| 120 | 1 | 0.6% |
| 110 | 1 | 0.6% |
| 95 | 2 | |
| 90 | 1 | 0.6% |
| 80 | 1 | 0.6% |
| 75 | 2 | |
| 70 | 3 |
CONSTANT MISSING
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 19 |
| Missing (%) | 11.2% |
| Memory size | 1.4 KiB |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 750 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | <0.10 |
|---|---|
| 2nd row | <0.10 |
| 3rd row | <0.10 |
| 4th row | <0.10 |
| 5th row | <0.10 |
| Value | Count | Frequency (%) |
| 0.10 | 150 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 300 | |
| < | 150 | |
| . | 150 | |
| 1 | 150 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 750 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 300 | |
| < | 150 | |
| . | 150 | |
| 1 | 150 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 750 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 300 | |
| < | 150 | |
| . | 150 | |
| 1 | 150 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 750 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 300 | |
| < | 150 | |
| . | 150 | |
| 1 | 150 |
cr_total_mg_l
Real number (ℝ)
MISSING ZEROS
| Distinct | 16 |
|---|---|
| Distinct (%) | 10.6% |
| Missing | 18 |
| Missing (%) | 10.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.089122517 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 6 |
| Zeros (%) | 3.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0025 |
| Q1 | 0.0025 |
| median | 0.0025 |
| Q3 | 0.0025 |
| 95-th percentile | 0.00755 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.7474548 |
|---|---|
| Coefficient of variation (CV) | 8.3868233 |
| Kurtosis | 74.783207 |
| Mean | 0.089122517 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.67968 |
| Sum | 13.4575 |
| Variance | 0.55868868 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0.0025 | 126 | |
| 0 | 6 | 3.6% |
| 0.005 | 3 | 1.8% |
| 0.007 | 3 | 1.8% |
| 0.006 | 2 | 1.2% |
| 7 | 1 | 0.6% |
| 0.0051 | 1 | 0.6% |
| 6 | 1 | 0.6% |
| 0.033 | 1 | 0.6% |
| 0.0055 | 1 | 0.6% |
| Other values (6) | 6 | 3.6% |
| (Missing) | 18 | 10.7% |
| Value | Count | Frequency (%) |
| 0 | 6 | 3.6% |
| 0.0025 | 126 | |
| 0.005 | 3 | 1.8% |
| 0.0051 | 1 | 0.6% |
| 0.0055 | 1 | 0.6% |
| 0.006 | 2 | 1.2% |
| 0.007 | 3 | 1.8% |
| 0.0075 | 1 | 0.6% |
| 0.0076 | 1 | 0.6% |
| 0.0078 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 7 | 1 | 0.6% |
| 6 | 1 | 0.6% |
| 0.033 | 1 | 0.6% |
| 0.011 | 1 | 0.6% |
| 0.009 | 1 | 0.6% |
| 0.008 | 1 | 0.6% |
| 0.0078 | 1 | 0.6% |
| 0.0076 | 1 | 0.6% |
| 0.0075 | 1 | 0.6% |
| 0.007 | 3 |
cd_total_mg_l
Real number (ℝ)
MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 18 |
| Missing (%) | 10.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.13612583 |
| Minimum | 0.0005 |
|---|---|
| Maximum | 0.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0.0005 |
|---|---|
| 5-th percentile | 0.0005 |
| Q1 | 0.0005 |
| median | 0.0005 |
| Q3 | 0.5 |
| 95-th percentile | 0.5 |
| Maximum | 0.5 |
| Range | 0.4995 |
| Interquartile range (IQR) | 0.4995 |
Descriptive statistics
| Standard deviation | 0.22288953 |
|---|---|
| Coefficient of variation (CV) | 1.6373787 |
| Kurtosis | -0.93556532 |
| Mean | 0.13612583 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.037788 |
| Sum | 20.555 |
| Variance | 0.049679741 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 0.0005 | 110 | |
| 0.5 | 41 | 24.3% |
| (Missing) | 18 | 10.7% |
| Value | Count | Frequency (%) |
| 0.0005 | 110 | |
| 0.5 | 41 | 24.3% |
| Value | Count | Frequency (%) |
| 0.5 | 41 | 24.3% |
| 0.0005 | 110 |
clorofila_a_ug_l
Real number (ℝ)
MISSING
| Distinct | 95 |
|---|---|
| Distinct (%) | 64.2% |
| Missing | 21 |
| Missing (%) | 12.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.6 |
| Minimum | 0.05 |
|---|---|
| Maximum | 740.93 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0.05 |
|---|---|
| 5-th percentile | 0.05 |
| Q1 | 2.5975 |
| median | 5 |
| Q3 | 18.465 |
| 95-th percentile | 99.3665 |
| Maximum | 740.93 |
| Range | 740.88 |
| Interquartile range (IQR) | 15.8675 |
Descriptive statistics
| Standard deviation | 67.025536 |
|---|---|
| Coefficient of variation (CV) | 2.9657317 |
| Kurtosis | 90.89044 |
| Mean | 22.6 |
| Median Absolute Deviation (MAD) | 4.11 |
| Skewness | 8.7279428 |
| Sum | 3344.8 |
| Variance | 4492.4225 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5 | 27 | 16.0% |
| 0.05 | 13 | 7.7% |
| 1.31 | 3 | 1.8% |
| 3.85 | 3 | 1.8% |
| 2.61 | 3 | 1.8% |
| 1.81 | 2 | 1.2% |
| 5.99 | 2 | 1.2% |
| 2.79 | 2 | 1.2% |
| 0.35 | 2 | 1.2% |
| 10.7 | 2 | 1.2% |
| Other values (85) | 89 | |
| (Missing) | 21 | 12.4% |
| Value | Count | Frequency (%) |
| 0.05 | 13 | |
| 0.35 | 2 | 1.2% |
| 0.36 | 1 | 0.6% |
| 0.42 | 1 | 0.6% |
| 0.45 | 2 | 1.2% |
| 0.59 | 1 | 0.6% |
| 0.67 | 1 | 0.6% |
| 0.87 | 2 | 1.2% |
| 0.91 | 1 | 0.6% |
| 0.94 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 740.93 | 1 | |
| 174.32 | 1 | |
| 152.11 | 1 | |
| 133.41 | 1 | |
| 126.75 | 1 | |
| 120.95 | 1 | |
| 101.82 | 2 | |
| 94.81 | 1 | |
| 84.8 | 1 | |
| 82.3 | 1 |
microcistina_ug_l
Real number (ℝ)
MISSING
| Distinct | 23 |
|---|---|
| Distinct (%) | 15.5% |
| Missing | 21 |
| Missing (%) | 12.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.64986486 |
| Minimum | 0.075 |
|---|---|
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0.075 |
|---|---|
| 5-th percentile | 0.075 |
| Q1 | 0.075 |
| median | 0.075 |
| Q3 | 0.16 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4.925 |
| Interquartile range (IQR) | 0.085 |
Descriptive statistics
| Standard deviation | 1.4666398 |
|---|---|
| Coefficient of variation (CV) | 2.2568381 |
| Kurtosis | 4.7176548 |
| Mean | 0.64986486 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.5285666 |
| Sum | 96.18 |
| Variance | 2.1510323 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 0.075 | 106 | |
| 5 | 14 | 8.3% |
| 0.16 | 3 | 1.8% |
| 0.15 | 3 | 1.8% |
| 0.2 | 2 | 1.2% |
| 0.41 | 2 | 1.2% |
| 0.27 | 2 | 1.2% |
| 0.99 | 1 | 0.6% |
| 2.61 | 1 | 0.6% |
| 0.21 | 1 | 0.6% |
| Other values (13) | 13 | 7.7% |
| (Missing) | 21 | 12.4% |
| Value | Count | Frequency (%) |
| 0.075 | 106 | |
| 0.15 | 3 | 1.8% |
| 0.16 | 3 | 1.8% |
| 0.17 | 1 | 0.6% |
| 0.18 | 1 | 0.6% |
| 0.19 | 1 | 0.6% |
| 0.2 | 2 | 1.2% |
| 0.21 | 1 | 0.6% |
| 0.25 | 1 | 0.6% |
| 0.27 | 2 | 1.2% |
| Value | Count | Frequency (%) |
| 5 | 14 | |
| 2.98 | 1 | 0.6% |
| 2.61 | 1 | 0.6% |
| 2.42 | 1 | 0.6% |
| 1.18 | 1 | 0.6% |
| 0.99 | 1 | 0.6% |
| 0.9 | 1 | 0.6% |
| 0.86 | 1 | 0.6% |
| 0.79 | 1 | 0.6% |
| 0.69 | 1 | 0.6% |
ica
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 26 |
|---|---|
| Distinct (%) | 19.0% |
| Missing | 32 |
| Missing (%) | 18.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.20438 |
| Minimum | 23 |
|---|---|
| Maximum | 62 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 23 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 35 |
| median | 37 |
| Q3 | 39 |
| 95-th percentile | 45.4 |
| Maximum | 62 |
| Range | 39 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 5.1921019 |
|---|---|
| Coefficient of variation (CV) | 0.1395562 |
| Kurtosis | 5.8587029 |
| Mean | 37.20438 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.3712111 |
| Sum | 5097 |
| Variance | 26.957922 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 37 | 22 | |
| 35 | 18 | |
| 40 | 16 | |
| 38 | 13 | |
| 39 | 12 | 7.1% |
| 36 | 10 | 5.9% |
| 34 | 8 | 4.7% |
| 32 | 5 | 3.0% |
| 33 | 5 | 3.0% |
| 29 | 4 | 2.4% |
| Other values (16) | 24 | |
| (Missing) | 32 |
| Value | Count | Frequency (%) |
| 23 | 1 | 0.6% |
| 25 | 1 | 0.6% |
| 28 | 2 | 1.2% |
| 29 | 4 | 2.4% |
| 30 | 2 | 1.2% |
| 31 | 2 | 1.2% |
| 32 | 5 | 3.0% |
| 33 | 5 | 3.0% |
| 34 | 8 | |
| 35 | 18 |
| Value | Count | Frequency (%) |
| 62 | 1 | 0.6% |
| 59 | 1 | 0.6% |
| 53 | 1 | 0.6% |
| 49 | 1 | 0.6% |
| 48 | 1 | 0.6% |
| 47 | 2 | |
| 45 | 3 | |
| 44 | 1 | 0.6% |
| 43 | 1 | 0.6% |
| 42 | 1 | 0.6% |
calidad_de_agua
Text
MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 32 |
| Missing (%) | 18.9% |
| Memory size | 1.4 KiB |
Length
| Max length | 26 |
|---|---|
| Median length | 26 |
| Mean length | 25.19708 |
| Min length | 15 |
Characters and Unicode
| Total characters | 3452 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Muy deteriorada |
|---|---|
| 2nd row | Extremadamente deteriorada |
| 3rd row | Muy deteriorada |
| 4th row | Extremadamente deteriorada |
| 5th row | Extremadamente deteriorada |
| Value | Count | Frequency (%) |
| deteriorada | 137 | |
| extremadamente | 127 | |
| muy | 10 | 3.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 655 | |
| a | 528 | |
| r | 401 | |
| d | 401 | |
| t | 391 | |
| m | 254 | 7.4% |
| 137 | 4.0% | |
| i | 137 | 4.0% |
| o | 137 | 4.0% |
| E | 127 | 3.7% |
| Other values (5) | 284 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3452 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 655 | |
| a | 528 | |
| r | 401 | |
| d | 401 | |
| t | 391 | |
| m | 254 | 7.4% |
| 137 | 4.0% | |
| i | 137 | 4.0% |
| o | 137 | 4.0% |
| E | 127 | 3.7% |
| Other values (5) | 284 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3452 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 655 | |
| a | 528 | |
| r | 401 | |
| d | 401 | |
| t | 391 | |
| m | 254 | 7.4% |
| 137 | 4.0% | |
| i | 137 | 4.0% |
| o | 137 | 4.0% |
| E | 127 | 3.7% |
| Other values (5) | 284 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3452 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 655 | |
| a | 528 | |
| r | 401 | |
| d | 401 | |
| t | 391 | |
| m | 254 | 7.4% |
| 137 | 4.0% | |
| i | 137 | 4.0% |
| o | 137 | 4.0% |
| E | 127 | 3.7% |
| Other values (5) | 284 |
| cd_total_mg_l | clorofila_a_ug_l | colif_fecales_ufc_100ml | color | cr_total_mg_l | dbo_mg_l | enteroc_ufc_100ml | escher_coli_ufc_100ml | espumas | fosf_ortofos_mg_l | ica | mat_susp | microcistina_ug_l | nh4_mg_l | nitrato_mg_l | od | olores | p_total_l_mg_l | ph | tem_agua | tem_aire | turbiedad_ntu | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| cd_total_mg_l | 1.000 | -0.186 | -0.495 | 0.091 | 0.009 | -0.276 | -0.055 | -0.221 | 0.000 | -0.009 | -0.144 | 0.254 | -0.383 | -0.102 | 0.154 | 0.083 | 0.117 | -0.424 | 0.135 | -0.226 | -0.302 | 0.111 |
| clorofila_a_ug_l | -0.186 | 1.000 | 0.022 | 0.000 | -0.038 | 0.329 | -0.208 | 0.033 | 0.000 | -0.001 | -0.290 | 0.000 | 0.274 | -0.137 | -0.179 | 0.081 | 0.000 | 0.174 | 0.303 | 0.140 | 0.238 | 0.178 |
| colif_fecales_ufc_100ml | -0.495 | 0.022 | 1.000 | 0.000 | -0.036 | 0.340 | 0.346 | 0.702 | 0.396 | 0.217 | -0.289 | 0.052 | 0.219 | 0.302 | 0.098 | -0.343 | 0.333 | 0.434 | -0.158 | 0.170 | 0.122 | -0.205 |
| color | 0.091 | 0.000 | 0.000 | 1.000 | 0.305 | 0.246 | 0.000 | 0.000 | 0.170 | 0.411 | 0.449 | 0.336 | 0.000 | 0.568 | 0.210 | 0.218 | 0.407 | 0.280 | 0.000 | 0.065 | 0.129 | 0.000 |
| cr_total_mg_l | 0.009 | -0.038 | -0.036 | 0.305 | 1.000 | 0.092 | -0.210 | -0.135 | 0.000 | 0.164 | 0.128 | 0.128 | 0.140 | -0.112 | 0.105 | -0.056 | 0.269 | 0.012 | -0.131 | 0.181 | 0.191 | 0.063 |
| dbo_mg_l | -0.276 | 0.329 | 0.340 | 0.246 | 0.092 | 1.000 | 0.176 | 0.358 | 0.239 | 0.374 | -0.310 | 0.041 | 0.344 | 0.297 | 0.108 | -0.259 | 0.250 | 0.575 | 0.136 | 0.167 | 0.126 | -0.082 |
| enteroc_ufc_100ml | -0.055 | -0.208 | 0.346 | 0.000 | -0.210 | 0.176 | 1.000 | 0.564 | 0.282 | 0.168 | -0.441 | 0.138 | -0.269 | 0.477 | 0.261 | -0.244 | 0.153 | 0.268 | -0.064 | -0.288 | -0.437 | -0.149 |
| escher_coli_ufc_100ml | -0.221 | 0.033 | 0.702 | 0.000 | -0.135 | 0.358 | 0.564 | 1.000 | 0.402 | 0.344 | -0.464 | 0.000 | -0.007 | 0.499 | 0.297 | -0.306 | 0.232 | 0.449 | -0.049 | -0.003 | -0.144 | -0.327 |
| espumas | 0.000 | 0.000 | 0.396 | 0.170 | 0.000 | 0.239 | 0.282 | 0.402 | 1.000 | 0.416 | 0.299 | 0.133 | 0.000 | 0.511 | 0.000 | 0.000 | 0.294 | 0.301 | 0.000 | 0.000 | 0.181 | 0.000 |
| fosf_ortofos_mg_l | -0.009 | -0.001 | 0.217 | 0.411 | 0.164 | 0.374 | 0.168 | 0.344 | 0.416 | 1.000 | -0.286 | 0.000 | 0.108 | 0.489 | 0.630 | -0.138 | 0.323 | 0.690 | 0.158 | -0.285 | -0.250 | -0.137 |
| ica | -0.144 | -0.290 | -0.289 | 0.449 | 0.128 | -0.310 | -0.441 | -0.464 | 0.299 | -0.286 | 1.000 | 0.304 | 0.056 | -0.452 | -0.181 | 0.333 | 0.561 | -0.205 | 0.133 | -0.000 | 0.051 | 0.213 |
| mat_susp | 0.254 | 0.000 | 0.052 | 0.336 | 0.128 | 0.041 | 0.138 | 0.000 | 0.133 | 0.000 | 0.304 | 1.000 | 0.107 | 0.118 | 0.000 | 0.131 | 0.210 | 0.000 | 0.313 | 0.246 | 0.138 | 0.019 |
| microcistina_ug_l | -0.383 | 0.274 | 0.219 | 0.000 | 0.140 | 0.344 | -0.269 | -0.007 | 0.000 | 0.108 | 0.056 | 0.107 | 1.000 | -0.175 | -0.142 | 0.091 | 0.000 | 0.232 | 0.204 | 0.300 | 0.391 | 0.132 |
| nh4_mg_l | -0.102 | -0.137 | 0.302 | 0.568 | -0.112 | 0.297 | 0.477 | 0.499 | 0.511 | 0.489 | -0.452 | 0.118 | -0.175 | 1.000 | 0.377 | -0.376 | 0.471 | 0.428 | -0.044 | -0.270 | -0.263 | -0.454 |
| nitrato_mg_l | 0.154 | -0.179 | 0.098 | 0.210 | 0.105 | 0.108 | 0.261 | 0.297 | 0.000 | 0.630 | -0.181 | 0.000 | -0.142 | 0.377 | 1.000 | -0.030 | 0.212 | 0.383 | 0.095 | -0.474 | -0.457 | -0.288 |
| od | 0.083 | 0.081 | -0.343 | 0.218 | -0.056 | -0.259 | -0.244 | -0.306 | 0.000 | -0.138 | 0.333 | 0.131 | 0.091 | -0.376 | -0.030 | 1.000 | 0.000 | -0.117 | 0.377 | -0.146 | -0.156 | 0.412 |
| olores | 0.117 | 0.000 | 0.333 | 0.407 | 0.269 | 0.250 | 0.153 | 0.232 | 0.294 | 0.323 | 0.561 | 0.210 | 0.000 | 0.471 | 0.212 | 0.000 | 1.000 | 0.337 | 0.000 | 0.252 | 0.086 | 0.000 |
| p_total_l_mg_l | -0.424 | 0.174 | 0.434 | 0.280 | 0.012 | 0.575 | 0.268 | 0.449 | 0.301 | 0.690 | -0.205 | 0.000 | 0.232 | 0.428 | 0.383 | -0.117 | 0.337 | 1.000 | 0.187 | -0.202 | -0.147 | -0.138 |
| ph | 0.135 | 0.303 | -0.158 | 0.000 | -0.131 | 0.136 | -0.064 | -0.049 | 0.000 | 0.158 | 0.133 | 0.313 | 0.204 | -0.044 | 0.095 | 0.377 | 0.000 | 0.187 | 1.000 | -0.287 | -0.338 | 0.359 |
| tem_agua | -0.226 | 0.140 | 0.170 | 0.065 | 0.181 | 0.167 | -0.288 | -0.003 | 0.000 | -0.285 | -0.000 | 0.246 | 0.300 | -0.270 | -0.474 | -0.146 | 0.252 | -0.202 | -0.287 | 1.000 | 0.823 | -0.022 |
| tem_aire | -0.302 | 0.238 | 0.122 | 0.129 | 0.191 | 0.126 | -0.437 | -0.144 | 0.181 | -0.250 | 0.051 | 0.138 | 0.391 | -0.263 | -0.457 | -0.156 | 0.086 | -0.147 | -0.338 | 0.823 | 1.000 | -0.126 |
| turbiedad_ntu | 0.111 | 0.178 | -0.205 | 0.000 | 0.063 | -0.082 | -0.149 | -0.327 | 0.000 | -0.137 | 0.213 | 0.019 | 0.132 | -0.454 | -0.288 | 0.412 | 0.000 | -0.138 | 0.359 | -0.022 | -0.126 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| sitios | codigo | fecha | campaña | tem_agua | tem_aire | od | ph | olores | color | espumas | mat_susp | colif_fecales_ufc_100ml | escher_coli_ufc_100ml | enteroc_ufc_100ml | nitrato_mg_l | nh4_mg_l | p_total_l_mg_l | fosf_ortofos_mg_l | dbo_mg_l | dqo_mg_l | turbiedad_ntu | hidr_deriv_petr_ug_l | cr_total_mg_l | cd_total_mg_l | clorofila_a_ug_l | microcistina_ug_l | ica | calidad_de_agua | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Canal Villanueva y RÃo Luján | TI001 | 2023-02-22 | Verano | 26.0 | 24.0 | 6.59 | 7.24 | False | False | False | True | 600.0 | 100.0 | 130.0 | 3.9 | 0.025 | 0.26 | 0.05 | 1.0 | <30 | 29.0 | <0.10 | 0.0025 | 0.0005 | 0.87 | 0.075 | 53 | Muy deteriorada |
| 1 | Canal Villanueva y RÃo Luján | TI001 | 2023-05-10 | otoño | 18.0 | 12.0 | 7.09 | 7.22 | False | False | False | False | 3200.0 | 2200.0 | 770.0 | 3.9 | 0.300 | 0.16 | 0.15 | 1.0 | <30 | 45.0 | <0.10 | 0.0025 | 0.5000 | 2.56 | 0.075 | 39 | Extremadamente deteriorada |
| 2 | Canal Villanueva y RÃo Luján | TI001 | 2023-08-23 | invierno | 16.3 | 11.0 | 8.53 | 7.27 | False | False | False | True | 240.0 | 200.0 | 300.0 | 4.2 | 0.190 | 0.57 | 0.10 | 1.0 | <30 | 38.0 | <0.10 | 0.0025 | 0.0005 | 1.02 | 0.075 | 48 | Muy deteriorada |
| 3 | Canal Villanueva y RÃo Luján | TI001 | 2023-11-14 | primavera | 23.0 | 25.0 | 4.72 | 6.57 | False | False | False | False | 200.0 | 180.0 | 290.0 | 3.3 | 0.130 | 0.12 | 0.10 | 1.0 | <30 | 24.0 | <0.10 | 0.0025 | 0.0005 | 5.00 | 0.075 | 42 | Extremadamente deteriorada |
| 4 | RÃo Lujan y Arroyo Caraguatá | TI006 | 2023-02-22 | Verano | 26.8 | 25.0 | 5.94 | 6.96 | False | False | False | True | 1000.0 | 400.0 | 1.5 | 5.2 | 0.250 | 0.16 | 0.11 | 2.1 | <30 | 24.0 | <0.10 | 0.0025 | 0.0005 | 10.61 | 0.210 | 39 | Extremadamente deteriorada |
| 5 | RÃo Lujan y Arroyo Caraguatá | TI006 | 2023-05-10 | otoño | 18.0 | 12.0 | 7.12 | 7.22 | False | False | False | True | 300.0 | 1100.0 | 300.0 | 6.7 | 0.130 | 0.11 | 0.10 | 1.0 | <30 | 60.0 | <0.10 | 0.0025 | 0.5000 | 0.67 | 0.075 | 38 | Extremadamente deteriorada |
| 6 | RÃo Lujan y Arroyo Caraguatá | TI006 | 2023-08-23 | invierno | 15.0 | 11.0 | 6.88 | 7.13 | False | False | True | True | 15000.0 | 8300.0 | 5000.0 | 6.3 | 0.720 | 0.21 | 0.20 | 1.0 | 38 | 37.0 | <0.10 | 0.0025 | 0.0005 | 1.81 | 0.160 | 34 | Extremadamente deteriorada |
| 7 | RÃo Lujan y Arroyo Caraguatá | TI006 | 2023-11-14 | primavera | 22.0 | 25.0 | 2.62 | 6.49 | False | False | False | True | 2000.0 | 400.0 | 800.0 | 1.0 | 0.250 | 0.14 | 0.10 | 1.0 | 43 | 11.0 | <0.10 | 0.0025 | 0.0005 | 5.00 | 0.075 | 35 | Extremadamente deteriorada |
| 8 | Canal Aliviador y RÃo Lujan | TI002 | 2023-02-22 | Verano | 27.6 | 24.0 | 6.14 | 6.88 | False | False | False | True | 2000.0 | 1000.0 | 100.0 | 3.5 | 2.200 | 0.41 | 0.36 | 4.1 | <30 | 21.0 | <0.10 | 0.0025 | 0.0005 | 16.87 | 2.980 | 35 | Extremadamente deteriorada |
| 9 | Canal Aliviador y RÃo Lujan | TI002 | 2023-05-10 | otoño | 18.0 | 12.0 | 6.16 | 7.33 | False | False | False | False | 5.0 | 3.0 | 200.0 | 4.2 | 0.860 | 0.21 | 0.20 | 1.0 | <30 | 45.0 | <0.10 | 0.0025 | 0.5000 | 0.05 | 0.075 | 37 | Extremadamente deteriorada |
| sitios | codigo | fecha | campaña | tem_agua | tem_aire | od | ph | olores | color | espumas | mat_susp | colif_fecales_ufc_100ml | escher_coli_ufc_100ml | enteroc_ufc_100ml | nitrato_mg_l | nh4_mg_l | p_total_l_mg_l | fosf_ortofos_mg_l | dbo_mg_l | dqo_mg_l | turbiedad_ntu | hidr_deriv_petr_ug_l | cr_total_mg_l | cd_total_mg_l | clorofila_a_ug_l | microcistina_ug_l | ica | calidad_de_agua | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 159 | Playa La Bagliardi | BS091 | 2023-11-14 | primavera | 24.0 | 20.0 | 4.53 | 7.84 | True | False | True | True | 81000.0 | 75000.0 | 18400.0 | 1.0 | 11.00 | 0.96 | 0.51 | 23.0 | 86 | 50.0 | <0.10 | 0.0025 | 0.0005 | 5.00 | 0.075 | 25 | Extremadamente deteriorada |
| 160 | Balneario Municipal | BS094 | 2023-02-22 | Verano | 20.0 | 24.0 | 7.53 | 8.21 | False | False | False | True | 700.0 | 400.0 | 330.0 | 2.9 | 0.51 | 0.27 | 0.17 | 3.7 | 59 | 95.0 | <0.10 | 0.0080 | 0.0005 | 20.52 | 5.000 | <NA> | NaN |
| 161 | Balneario Municipal | BS094 | 2023-05-10 | otoño | 17.0 | 13.0 | 10.02 | 9.04 | False | False | False | False | 1.1 | 700.0 | 80.0 | 4.2 | 0.09 | 0.18 | 0.15 | 1.0 | <30 | 40.0 | <0.10 | 0.0025 | 0.5000 | 41.65 | 0.075 | 35 | Extremadamente deteriorada |
| 162 | Balneario Municipal | BS094 | 2023-11-14 | primavera | 20.0 | 20.0 | 9.78 | 8.49 | False | False | False | False | 1000.0 | 800.0 | 850.0 | 1.0 | 0.33 | 0.38 | 0.10 | 2.2 | 77 | 34.0 | <0.10 | 0.0025 | 0.0005 | 5.00 | 0.075 | 41 | Extremadamente deteriorada |
| 163 | Playa La Bagliardi | BS091 | 2023-08-23 | invierno | 12.2 | 10.0 | 6.33 | 8.70 | False | False | False | False | 600.0 | 600.0 | 360.0 | 10.5 | 3.20 | 1.70 | 1.10 | 4.0 | 76 | 90.0 | <0.10 | 0.0025 | 0.0005 | 8.22 | 0.075 | 37 | Extremadamente deteriorada |
| 164 | Balneario Municipal | BS094 | 2023-08-23 | invierno | 12.0 | 13.0 | 9.41 | 8.67 | False | False | False | False | 300.0 | 300.0 | 150.0 | 6.6 | 0.56 | 0.56 | 0.55 | 2.3 | 66 | 75.0 | <0.10 | 0.0025 | 0.0005 | 19.25 | 0.075 | 36 | Extremadamente deteriorada |
| 165 | Playa La Balandra | BS093 | 2023-02-22 | Verano | 20.0 | 23.0 | 5.80 | 7.47 | False | False | False | True | 1200.0 | 900.0 | 720.0 | 3.2 | 0.57 | 0.79 | 0.53 | 3.4 | 58 | 17.0 | <0.10 | 0.0025 | 0.0005 | 0.05 | 5.000 | <NA> | NaN |
| 166 | Playa La Balandra | BS093 | 2023-05-10 | otoño | 18.0 | 13.0 | 5.93 | 8.35 | False | False | False | False | 500.0 | 500.0 | 140.0 | 3.7 | 0.09 | 0.17 | 0.12 | 2.1 | <30 | 32.0 | <0.10 | 0.0025 | 0.5000 | 54.87 | 0.075 | 36 | Extremadamente deteriorada |
| 167 | Playa La Balandra | BS093 | 2023-11-14 | primavera | 20.0 | 14.0 | 8.22 | 8.30 | False | False | False | True | 800.0 | 800.0 | 360.0 | 4.1 | 0.39 | 0.21 | 0.10 | 1.0 | 48 | 110.0 | <0.10 | 0.0000 | 0.0005 | 37.40 | 0.075 | 35 | Extremadamente deteriorada |
| 168 | Playa La Balandra | BS093 | 2023-08-23 | invierno | 12.0 | 10.0 | 8.96 | 8.09 | False | False | False | False | 800.0 | 500.0 | 230.0 | 5.7 | 0.42 | 3.00 | 0.55 | 2.5 | 67 | 50.0 | <0.10 | 0.0025 | 0.0005 | 45.07 | 0.790 | 38 | Extremadamente deteriorada |